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Commentary| Volume 163, ISSUE 3, P1209-1210, March 2022

Commentary: Time to climb the ladder of causation

  • William M. DeCampli
    Correspondence
    Address for reprints: William M. DeCampli, MD, PhD, The Heart Center, Arnold Palmer Hospital for Children, 83 W Miller St, Orlando, FL 32813.
    Affiliations
    College of Medicine, University of Central Florida, and The Heart Center, Arnold Palmer Hospital for Children, Orlando, Fla
    Search for articles by this author
Published:August 02, 2021DOI:https://doi.org/10.1016/j.jtcvs.2021.07.046
      Figure thumbnail fx1
      Associations lie at the bottom of the Ladder of Causation. Let's climb the ladder!
      • Pearl J.
      • MacKenzie D.
      The Book of Why: The New Science of Cause and Effect.
      © 2018. Reprinted by permission of Basic Books, an imprint of Hachette Book Group, Inc.
      The association of CMR-derived components of diastolic volume with conventional measures of ventricular function is intriguing, if not mysterious. Science must determine the causal relationships.
      See Article page 1195.
      In a book published in 2018, Turing Awardee Judea Pearl and Dana MacKenzie wrote of the need for science to climb the “ladder of causation,” moving above association, passing through intervention, and finally arriving at counterfactuals, where one can finally address causation.
      • Pearl J.
      • MacKenzie D.
      The Book of Why: The New Science of Cause and Effect.
      Stone and colleagues
      • Stone M.L.
      • Schäfer M.
      • DiMaria M.V.
      • von Alvensleben J.C.
      • Campbell D.N.
      • Jaggers J.
      • et al.
      Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
      used cardiac magnetic resonance imaging to calculate previously described 4 components of end diastolic blood volume in 10 patients with hypoplastic left heart syndrome, hypoplastic right heart syndrome, and controls.
      • Stone M.L.
      • Schäfer M.
      • DiMaria M.V.
      • von Alvensleben J.C.
      • Campbell D.N.
      • Jaggers J.
      • et al.
      Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
      Compared with controls, patients with hypoplastic left heart syndrome and hypoplastic right heart syndrome had less direct flow volume (DF) and more residual volume (as a percentage of end diastolic volume [EDV]). Based on these measurements, the authors concluded that these patients have “inefficient flow patterns” and diastolic dysfunction.
      The use of these diastolic component volumes as indicators of diastolic function and originated in a 2011 article that hypothesized that diastolic flow patterns could “preferentially optimize a portion of EDV for effective and rapid systolic ejection by virtue of location near and motion towards the LV outflow tract.”
      • Eriksson J.
      • Dyverfeldt P.
      • Engvall J.
      • Bolger A.F.
      • Ebbers T.
      • Carlhall C.J.
      Quantification of presystolic blood flow organization and energetics in the human left ventricle.
      This hypothesis has never been proven and can be challenged by at least a couple of facts. First, the energy imparted to inflow by diastolic relaxation is about one-thousandth the energy imparted to blood during systole. It is hard to imagine that this tiny amount of energy has any influence on the systolic ejection of blood. Second, the hypothesis ascribes the “intelligent” arrangement of flow entirely to diastolic function, whereas the final compartment volumes are significantly (and perhaps dominantly) determined by the contractile pattern of the next systole. As a result, investigators have posited secondary hypotheses attempting to assert the beneficial effects of diastolic flow pattern, such as its ability to prime the aortic valve for ejection, act as a buffer to redistribute kinetic energy to reduce transfer of it to potential energy that would result in elevated ventricular pressure, and prevent blood stasis and thrombus formation.
      • Stone M.L.
      • Schäfer M.
      • DiMaria M.V.
      • von Alvensleben J.C.
      • Campbell D.N.
      • Jaggers J.
      • et al.
      Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
      ,
      • Rodriguez F.
      • Green G.R.
      • Dagum P.
      • Nistal J.F.
      • Harrington K.B.
      • Daughters G.T.
      • et al.
      Left ventricular volume shifts and aortic root expansion during isovolumic contraction.
      None of these hypotheses have been proven.
      In the quest to understand the meaning of these component flow patterns, perhaps one should consider reversing cause and effect. There is ample evidence for associations among the component volumes (particularly DF and DF kinetic energy) and conventional measures of function such as ejection fraction, EDV, end systolic volume, circumferential strain, and even the 6-minute walk test.
      • Stone M.L.
      • Schäfer M.
      • DiMaria M.V.
      • von Alvensleben J.C.
      • Campbell D.N.
      • Jaggers J.
      • et al.
      Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
      ,
      • Eriksson J.
      • Dyverfeldt P.
      • Engvall J.
      • Bolger A.F.
      • Ebbers T.
      • Carlhall C.J.
      Quantification of presystolic blood flow organization and energetics in the human left ventricle.
      ,
      • Stoll V.M.
      • Hess A.T.
      • Rodgers C.T.
      • Bissell M.M.
      • Dyverfeldt P.
      • Ebbers T.
      • et al.
      Left ventricular flow analysis: novel imaging biomarkers and predictors of exercise capacity in heart failure.
      These associations suggest that structural, metabolic, and mechanical derangements of the myocardium affecting the conventional measures may also be the cause of abnormal diastolic flow patterns. After all, flow patterns in the ventricular chamber are entirely generated by the anatomy and mechanics of the ventricle and its coupling to the atrium and aorta. Based on the energy argument already mentioned, it would appear less likely that the abnormal diastolic flow patterns, in turn, cause further ventricular dysfunction.
      What really happens must be determined by some good science—a combination of physiological measurements and numerical mechanical modeling of the functioning myocardium and chamber blood flow. These models exist.
      • Li J.K.J.
      • Kaya M.
      • Kerkhof P.L.M.
      Quantitative cardiology and computer modeling analysis of heart failure in systole and in diastole.
      ,
      • Chung C.S.
      • Shmuylovich L.
      • Kovacs S.J.
      What global diastolic function is, what it is not, and how to measure it.
      One could show, for example, how certain patterns of myocardial relaxation and contraction alter the component volumes, and that these myocardial patterns also influence ejection fraction, circumferential strain, and EDV. One could also determine whether or not diastolic flow patterns have any appreciable causal effect on ventricular function.
      Despite these challenges, there is no doubt that these component volume measurements correlate with some conventional measures of ventricular function, and they may be more sensitive and reliable measures of function. For this reason, there is value in what Stone and colleagues
      • Stone M.L.
      • Schäfer M.
      • DiMaria M.V.
      • von Alvensleben J.C.
      • Campbell D.N.
      • Jaggers J.
      • et al.
      Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
      accomplished by measuring these quantities for the first time in single-ventricle congenital heart disease. One hopes that their work also motivates physiologists to uncover why component volume measurements are indicative of function, thus reaching the top of the Ladder of Causation.

      References

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        • DiMaria M.V.
        • von Alvensleben J.C.
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        Diastolic inflow is associated with inefficient ventricular flow dynamics in Fontan patients.
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        • Dyverfeldt P.
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        Quantification of presystolic blood flow organization and energetics in the human left ventricle.
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        • Green G.R.
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        Left ventricular volume shifts and aortic root expansion during isovolumic contraction.
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        Left ventricular flow analysis: novel imaging biomarkers and predictors of exercise capacity in heart failure.
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